{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 此示例演示如何使用自定义调色板可视化顶点和边缘的中介中心性。 \n",
    "# 分别使用 igraph.GraphBase.betweenness() 和 igraph.GraphBase.edge_betweenness() 方法，\n",
    "# 并演示对标准 Krackhardt Kite 图以及 Watts-Strogatz 随机图的影响。\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.cm import ScalarMappable\n",
    "from matplotlib.colors import LinearSegmentedColormap, Normalize\n",
    "import igraph as ig\n",
    "\n",
    "# 定义了一个函数，用于在 Matplotlib 轴上绘制图形，以及它的顶点和边介数值。 \n",
    "# 该函数还在侧面生成一些颜色条，以查看它们如何相互转换。 \n",
    "# 使用 Matplotlib 的 Normalize 类来确保我们的颜色条范围是正确的，\n",
    "# 并使用 igraph 的 igraph.utils.rescale() 来重新调整区间 [0, 1] 中的介数。\n",
    "\n",
    "def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):\n",
    "    '''Plot vertex/edge betweenness, with colorbars\n",
    "\n",
    "    Args:\n",
    "        g: the graph to plot.\n",
    "        ax: the Axes for the graph\n",
    "        cax1: the Axes for the vertex betweenness colorbar\n",
    "        cax2: the Axes for the edge betweenness colorbar\n",
    "    '''\n",
    "\n",
    "    # Rescale betweenness to be between 0.0 and 1.0\n",
    "    scaled_vertex_betweenness = ig.rescale(vertex_betweenness, clamp=True)\n",
    "    scaled_edge_betweenness = ig.rescale(edge_betweenness, clamp=True)\n",
    "    print(f\"vertices: {min(vertex_betweenness)} - {max(vertex_betweenness)}\")\n",
    "    print(f\"edges: {min(edge_betweenness)} - {max(edge_betweenness)}\")\n",
    "\n",
    "    # Define mappings betweenness -> color\n",
    "    cmap1 = LinearSegmentedColormap.from_list(\"vertex_cmap\", [\"pink\", \"indigo\"])\n",
    "    cmap2 = LinearSegmentedColormap.from_list(\"edge_cmap\", [\"lightblue\", \"midnightblue\"])\n",
    "\n",
    "    # Plot graph\n",
    "    g.vs[\"color\"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]\n",
    "    g.vs[\"size\"]  = ig.rescale(vertex_betweenness, (0.1, 0.5))\n",
    "    g.es[\"color\"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]\n",
    "    g.es[\"width\"] = ig.rescale(edge_betweenness, (0.5, 1.0))\n",
    "    ig.plot(\n",
    "        g,\n",
    "        target=ax,\n",
    "        layout=\"fruchterman_reingold\",\n",
    "        vertex_frame_width=0.2,\n",
    "    )\n",
    "\n",
    "    # Color bars\n",
    "    norm1 = ScalarMappable(norm=Normalize(0, max(vertex_betweenness)), cmap=cmap1)\n",
    "    norm2 = ScalarMappable(norm=Normalize(0, max(edge_betweenness)), cmap=cmap2)\n",
    "    plt.colorbar(norm1, cax=cax1, orientation=\"horizontal\", label='Vertex Betweenness')\n",
    "    plt.colorbar(norm2, cax=cax2, orientation=\"horizontal\", label='Edge Betweenness')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构建Krackhardt_Kite图\n",
    "random.seed(0)\n",
    "g1 = ig.Graph.Famous(\"Krackhardt_Kite\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算顶点和边的介数\n",
    "vertex_betweenness1 = g1.betweenness()\n",
    "edge_betweenness1 = g1.edge_betweenness()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构造另外一个图\n",
    "g2 = ig.Graph.Watts_Strogatz(dim=1, size=150, nei=2, p=0.1)\n",
    "vertex_betweenness2 = g2.betweenness()\n",
    "edge_betweenness2 = g2.edge_betweenness()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vertices: 0.0 - 14.0\n",
      "edges: 1.5 - 16.0\n",
      "vertices: 0.0 - 753.8235063912693\n",
      "edges: 8.951984126984126 - 477.30745059034535\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制带有颜色条表述介数的图\n",
    "fig, axs = plt.subplots(\n",
    "    3, 2,\n",
    "    figsize=(7, 6),\n",
    "    gridspec_kw=dict(height_ratios=(20, 1, 1)),\n",
    ")\n",
    "plot_betweenness(g1, vertex_betweenness1, edge_betweenness1, *axs[:, 0])\n",
    "plot_betweenness(g2, vertex_betweenness2, edge_betweenness2, *axs[:, 1])\n",
    "fig.tight_layout(h_pad=1)\n",
    "plt.show() "
   ]
  }
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